Portfolio

Projects

A selection of projects with focus on measurable outcomes, technical rigor, and real-world utility.

French LCV Traffic Modeling (Paris)

Built a two-part ML pipeline for Paris light commercial vehicle analysis: (1) stop-location prediction and (2) stop-duration prediction.

PythonPandasGeoPandasNumPyPolarsscikit-learnXGBoost (classification and regression)Parquet-based geospatial data pipelines
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Public Transit Experiment Analytics (Lagos, Nigeria)

Built daily analytics pipelines for an RCT using public transport e-ticketing API data and geospatial analysis for field and evaluation design.

PythonAPI Data PipelinesGeospatial AnalyticsImpact Evaluation Analytics
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Global Decarbonization Mobility Analytics

Built and scaled a global mobility measurement pipeline on over 120TB of geospatial ping data to estimate daily travel distances across more than 150 countries.

PythonPandasDaskGeoPandasNumPyAWS S3PyArrow/ParquetLarge-Scale Geospatial Analytics
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Road Safety Impact Evaluation (Addis Ababa)

Built a full video-to-metrics pipeline for road safety impact evaluation, from object detection/tracking in intersection footage to conflict/traffic analytics and reporting.

PythonYOLOv7DeepSORTComputer VisionGeo/Spatial Data ProcessingAWS S3Pandas/Parquet Analytics
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Credit Impact Evaluation (Kosovo)

Used ML and statistical analysis to identify drivers of credit access and predict potential MSME borrowers.

PythonStatistical ModelingMachine LearningFeature Engineering
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Cost Prediction Model Refinement (Novartis)

Rewrote and refined internal cost-prediction models to improve robustness, interpretability, and business alignment.

PythonForecastingModel ValidationBusiness Analytics
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